It took nearly a century to figure out just 430 of these Nazca geoglyphs, but now AI nearly doubled the number overnight, adding 303 new geoglyphs to our knowledge.
AI might've also revealed why the Nazca lines were constructed!🧵
For background, the Nazca lines are a set of exceptionally well-preserved geoglyphs and walking routes that exist in the agriculturally-unsuitable Nazca Pampa region.
The traditionally-known lines seem to depict things that make sense. For example, here's a spider:
Line construction is a practice from the region that's at least 2,000 years old and it results in lots of very interpretable pictures, like this monkey:
The lines have been classified into many types.
It's believed that the different types are distributed in geographically distinct areas, created in different times, and most obviously, that they have different meanings.
The new lines discovered by AI are a bit harder for humans to understand or pick out, but when the AI points them out, it becomes apparent we were overlooking them, perhaps because they're so weird and foreign to us
They're also older and smaller than known ones. Take a look:
These newly-discovered Nazca lines depict very figurative rather than literal shapes, but they also depict ritual, and maybe even lawgiving or war.
These lines are weird precisely because they had to be distinct to suit their purpose.
I'll come back to this.
The new lines were found by the AI like so.
The AI highlighted certain areas as being particularly 'line-like' (A), and then the researchers visually inspected the photographs the AI had been provided (B).
After the AI pointed it out, it was often clear something was there.
This exercise was repeated over and over again throughout the whole region between Lima and Nazca, leading to a lot of new targets.
The team then set out on foot and by drone to see if the lines were real, in-person.
Real lines are clearly dug into the ground and often contain artefacts like pottery shards and such.
The AI found them and the humans confirmed them.
A very large number of these new discoveries went overlooked for so long because they were reliefs.
Reliefs are less distinct in the landscape, but are still persistent, like the better-known lines. They also depict different things than the lines do:
When you look at the reliefs, you'll see evidence of ancient domestication and lawgiving or warring.
The lines, however, more often just depict an animal. Why might they be so different? It's not like the complexity differed all that much.
Here's the meat:
What makes these lines so interesting is that the AI makes it clear that they had distinct purposes.
The relief-type lines that show people and such? Well, those mark trail-heads. They're less distinct because you're intended to be close to them!
If you wanted to navigate across the region, you could walk until you saw a certain relief, and then you'd know what trail to take!
Critically, this network was informal. The state, however, made a formal network leading to the Cahuachi Pyramids, which were a ceremonial center.
The lines rather than reliefs are younger because they're associated with state formation/organization.
The region's state co-opted the informal, cultural practice of making reliefs for navigation in order to set up the line network to get to and be seen from the temple complex!
And there we have it! We might now know the purpose of and who funded the Nazca lines. (Thanks, AI!)
To review, there's an old, informal line network used for navigation. You walk up a trail, you see a relief. The number of these known just blew up due to AI.
The old informal line network where you see a relief then you go down the right trail was formalized by the region's state to create massive lines, sharp breaks that are more obvious from a distance
These lead to and support the temple complex, facilitating worship/organization
And guess what? With the power of AI, we're just getting started.
The authors of the study said that there are more than 250 additional geoglyphs flagged by the AI, which they didn't have the time to examine in person.
What else will we learn about this ancient civilization?
Why have testosterone levels been rising over time?
The testosterone levels of American men are up compared to what they used to be, but no one has a good explanation.
Let's look through some possibilities🧵
Is it perhaps because of a racial composition change?
No.
Different races tend to have similar testosterone levels and trends within groups are similar.
Is it perhaps because of age composition change?
No.
The decline by age is much more graceful than people tend to suspect, and within each age group, levels are up without survey weighting, and in nearly all with it, they're still up.
In my latest article, I documented that the only RCT for functional medicine methods appears fraudulent🧵
Before getting into it, what's functional medicine?
It's a pseudoscience used to bilk patients by getting them on an unending cycle of tests, supplements, and more tests.
Functional medicine's practitioners claim that they can reveal and treat so-called "root causes" of people's health problems
These are proposed to be things like gut health, toxin burdens, and various chemical and hormonal imbalances
They find these things with unproven tests
If you run enough tests, you will be able to find something that looks 'off' about a patient, and if you're a functional medicine doctor, that's your 'A-ha!' moment, even if—as is usually the case—the result is just a false-positive and treating it is unlikely to do anything.
If you want to add beds to a hospital, build facilities, purchase diagnostic scanners, but you live somewhere with CON laws, then you have to prove you're not creating competition for other medical facilities in the area, which is often the whole state.
No. Competition. Allowed.
The idea behind these laws is that people will spend excessively on healthcare, so to combat that, we'll have people report if there's more spending needed before approving it.
Nutrition science is the area of science that's suffered the most in the replication crisis. It is a graveyard of theories and pseudoscientific bullshit.
Now:
The HHS is going to make doctors to sit through 40 hours of classes where they'll have to take that bullshit seriously.
This reads like a list of the things that fared the worst in all of nutrition science and stuff with NO EVIDENCE.
When I read through this, my mouth was agape.
Whoever wrote this trash needs fired for incompetence. Mentally retarded people should not hold keep government posts.
'What did you learn in your mandatory nutrition misinformation class?'
'Well, if a patient comes in with a migraine, I'm supposed to sell them a WHOOP bracelet or an Oura ring so I can help them figure out their health age.'
Strength training is a highly effective way to improve your flexibility, and I've made a graphic to put this into understandable terms:
This is from a meta-analysis of strength training trials.
What makes that so useful is that there's major publication bias for strength outcomes (pictured).
But, since authors weren't looking at it, there's no publication bias for flexibility outcomes.
Studies made their way into this meta-analysis because they had a flexibility outcome, but they made their way into the literature because they showed positive strength results.
This could indirectly biased the flexibility results because of selection on a correlated outcome.